Though this is a fairly easy process, its worth mentioning here since it is something which cannot be thought about.
Using top x in your query, you could basically choose how many records need to be updated. This is helpful for processing the records as required
UPDATE top (100) TableName SET column1 = getdate(), remarks = 'batch for API Upload' where column2 is not null and column1 > '2012-1-1'